Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for a computing platform that supports bioprocess design, execution, analysis, and technology transfer. One of the methods includes receiving, by a bioinformatics platform from a production facility, a facilities specification that represents properties and capabilities of each item of equipment of a plurality of items of equipment at the production facility. A selection of a recipe to be transferred to the production facility as a production plan is received. A matching process is performed between unit operations of the selected recipe and equipment represented by the facilities specification to convert each equipment-agnostic unit operation of the recipe into an equipment-specific production task to be performed by a particular item of equipment in the production facility. A production plan is generated having a plurality of equipment-specific production tasks for the production facility.

Abstract: The present disclosure generally relates to systems and methods for generating an AD content. In some implementation examples, an AD content system obtains and input audio and an AD narration, and normalizes a loudness of a section of the AD narration using a loudness of the input audio during a scene that the section corresponds to for generating a normalized section. Based on a loudness of the normalized section, the AD content system compresses a first audio channel of the input audio during the scene to generate a first compressed audio channel, and mix the normalized section to the first compressed audio channel during the scene to generate a first sound channel of the AD content.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for a computing platform that supports bioprocess design, execution, analysis, and technology transfer. One of the methods includes receiving, by a bioinformatics platform from a production facility, a facilities specification that represents properties and capabilities of each item of equipment of a plurality of items of equipment at the production facility. A selection of a recipe to be transferred to the production facility as a production plan is received. A matching process is performed between unit operations of the selected recipe and equipment represented by the facilities specification to convert each equipment-agnostic unit operation of the recipe into an equipment-specific production task to be performed by a particular item of equipment in the production facility. A production plan is generated having a plurality of equipment-specific production tasks for the production facility.